{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 股票及版块收益率相关系数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 本段代码使用quantOS系统计算申万28个一级行业日收益率的相关系数，以及部分个股间相关系数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 系统设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoding: utf-8\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "import seaborn as sns\n",
    "import matplotlib.mlab as mlab\n",
    "import scipy.stats as stats\n",
    "\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_context('poster')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from jaqs.data import RemoteDataService\n",
    "import jaqs.util as jutil\n",
    "from __future__ import print_function, unicode_literals, division, absolute_import\n",
    "\n",
    "from jaqs.data import RemoteDataService, DataView"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Begin: DataApi login 17321165656@tcp://data.quantos.org:8910\n",
      "    login success \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'0,'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataview_dir_path = '.'\n",
    "backtest_result_dir_path = '.'\n",
    "\n",
    "import os\n",
    "phone = os.environ.get('QUANTOS_USER')\n",
    "token = os.environ.get('QUANTOS_TOKEN')\n",
    "\n",
    "data_config = {\n",
    "  \"remote.data.address\": \"tcp://data.quantos.org:8910\",\n",
    "  \"remote.data.username\": phone,\n",
    "  \"timeout\": 3600,\n",
    "  \"remote.data.password\": token\n",
    "}\n",
    "\n",
    "ds = RemoteDataService()\n",
    "ds.init_from_config(data_config)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 设置参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "STARTDATE, ENDDATE = 20160401, 20180330"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 计算个股相关系数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 工商银行与建设银行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_1, _ = ds.daily('601398.SH', STARTDATE, ENDDATE, fields = 'close', adjust_mode = 'post')\n",
    "stock_2, _ = ds.daily('601939.SH', STARTDATE, ENDDATE, fields = 'close', adjust_mode = 'post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_1['ret'] = stock_1['close'].pct_change()\n",
    "stock_1 = stock_1.set_index('trade_date')\n",
    "stock_2['ret'] = stock_2['close'].pct_change()\n",
    "stock_2 = stock_2.set_index('trade_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_pair = pd.concat([stock_1['ret'], stock_2['ret']], axis = 1)\n",
    "stock_pair.columns = ['工商银行', '建设银行']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 相关性矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工商银行</th>\n",
       "      <th>建设银行</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>工商银行</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.847851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>建设银行</th>\n",
       "      <td>0.847851</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          工商银行      建设银行\n",
       "工商银行  1.000000  0.847851\n",
       "建设银行  0.847851  1.000000"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_pair.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 收益率分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'601939.SH')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe985400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (16, 8))\n",
    "plt.scatter(stock_pair['工商银行'], stock_pair['建设银行'], s = 30)\n",
    "ax.set_xlabel('601398.SH')\n",
    "ax.set_ylabel('601939.SH')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 工商银行与中国平安"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_1, _ = ds.daily('601398.SH', STARTDATE, ENDDATE, fields = 'close', adjust_mode = 'post')\n",
    "stock_2, _ = ds.daily('601318.SH', STARTDATE, ENDDATE, fields = 'close', adjust_mode = 'post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_1['ret'] = stock_1['close'].pct_change()\n",
    "stock_1 = stock_1.set_index('trade_date')\n",
    "stock_2['ret'] = stock_2['close'].pct_change()\n",
    "stock_2 = stock_2.set_index('trade_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_pair = pd.concat([stock_1['ret'], stock_2['ret']], axis = 1)\n",
    "stock_pair.columns = ['工商银行', '中国平安']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 相关性矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工商银行</th>\n",
       "      <th>中国平安</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>工商银行</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.367732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中国平安</th>\n",
       "      <td>0.367732</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          工商银行      中国平安\n",
       "工商银行  1.000000  0.367732\n",
       "中国平安  0.367732  1.000000"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_pair.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 收益率分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'601318.SH')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfc62860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (16, 8))\n",
    "plt.scatter(stock_pair['工商银行'], stock_pair['中国平安'], s = 30)\n",
    "ax.set_xlabel('601398.SH')\n",
    "ax.set_ylabel('601318.SH')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 工商银行与天齐锂业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_1, _ = ds.daily('601398.SH', STARTDATE, ENDDATE, fields = 'close', adjust_mode = 'post')\n",
    "stock_2, _ = ds.daily('002466.SZ', STARTDATE, ENDDATE, fields = 'close', adjust_mode = 'post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_1['ret'] = stock_1['close'].pct_change()\n",
    "stock_1 = stock_1.set_index('trade_date')\n",
    "stock_2['ret'] = stock_2['close'].pct_change()\n",
    "stock_2 = stock_2.set_index('trade_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_pair = pd.concat([stock_1['ret'], stock_2['ret']], axis = 1)\n",
    "stock_pair.columns = ['工商银行', '天齐锂业']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 相关性矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工商银行</th>\n",
       "      <th>天齐锂业</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>工商银行</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.081202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天齐锂业</th>\n",
       "      <td>-0.081202</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          工商银行      天齐锂业\n",
       "工商银行  1.000000 -0.081202\n",
       "天齐锂业 -0.081202  1.000000"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_pair.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 收益率分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'002466.SZ')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfc5d748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (16, 8))\n",
    "plt.scatter(stock_pair['工商银行'], stock_pair['天齐锂业'], s = 30)\n",
    "ax.set_xlabel('601398.SH')\n",
    "ax.set_ylabel('002466.SZ')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 计算版块相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ret = pd.read_csv('lecture16_industry_daily_ret.csv', index_col = 'trade_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ret_copy = df_ret.loc[20160401:20180330, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "ret_corr = df_ret_copy.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xfd480f0>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfd1d7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (20, 18))\n",
    "sns.heatmap(ret_corr, annot = True, cmap = \"coolwarm\")\n",
    "# fig.savefig('corrlation_matrix.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
